Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 31 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 820.4 KiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 2 |
| Boolean | 3 |
state has a high cardinality: 51 distinct values | High cardinality |
voice.messages is highly overall correlated with voice.plan | High correlation |
intl.mins is highly overall correlated with intl.charge | High correlation |
intl.charge is highly overall correlated with intl.mins | High correlation |
day.mins is highly overall correlated with day.charge | High correlation |
day.charge is highly overall correlated with day.mins | High correlation |
eve.mins is highly overall correlated with eve.charge | High correlation |
eve.charge is highly overall correlated with eve.mins | High correlation |
night.mins is highly overall correlated with night.charge | High correlation |
night.charge is highly overall correlated with night.mins | High correlation |
voice.plan is highly overall correlated with voice.messages | High correlation |
intl.plan is highly imbalanced (54.8%) | Imbalance |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
voice.messages has 3678 (73.6%) zeros | Zeros |
customer.calls has 1023 (20.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-29 10:09:25.115669 |
|---|---|
| Analysis finished | 2023-01-29 10:12:17.986945 |
| Duration | 2 minutes and 52.87 seconds |
| Software version | pandas-profiling vv3.6.1 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2500.5 |
| Minimum | 1 |
|---|---|
| Maximum | 5000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 250.95 |
| Q1 | 1250.75 |
| median | 2500.5 |
| Q3 | 3750.25 |
| 95-th percentile | 4750.05 |
| Maximum | 5000 |
| Range | 4999 |
| Interquartile range (IQR) | 2499.5 |
Descriptive statistics
| Standard deviation | 1443.52 |
|---|---|
| Coefficient of variation (CV) | 0.57729254 |
| Kurtosis | -1.2 |
| Mean | 2500.5 |
| Median Absolute Deviation (MAD) | 1250 |
| Skewness | 0 |
| Sum | 12502500 |
| Variance | 2083750 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 3331 | 1 | < 0.1% |
| 3338 | 1 | < 0.1% |
| 3337 | 1 | < 0.1% |
| 3336 | 1 | < 0.1% |
| 3335 | 1 | < 0.1% |
| 3334 | 1 | < 0.1% |
| 3333 | 1 | < 0.1% |
| 3332 | 1 | < 0.1% |
| 3330 | 1 | < 0.1% |
| Other values (4990) | 4990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 5000 | 1 | |
| 4999 | 1 | |
| 4998 | 1 | |
| 4997 | 1 | |
| 4996 | 1 | |
| 4995 | 1 | |
| 4994 | 1 | |
| 4993 | 1 | |
| 4992 | 1 | |
| 4991 | 1 |
state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| WV | 158 |
|---|---|
| MN | 125 |
| AL | 124 |
| ID | 119 |
| VA | 118 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | NJ |
| 4th row | OH |
| 5th row | OK |
Common Values
| Value | Count | Frequency (%) |
| WV | 158 | 3.2% |
| MN | 125 | 2.5% |
| AL | 124 | 2.5% |
| ID | 119 | 2.4% |
| VA | 118 | 2.4% |
| OH | 116 | 2.3% |
| TX | 116 | 2.3% |
| WY | 115 | 2.3% |
| NY | 114 | 2.3% |
| OR | 114 | 2.3% |
| Other values (41) | 3781 |
Length
| Value | Count | Frequency (%) |
| wv | 158 | 3.2% |
| mn | 125 | 2.5% |
| al | 124 | 2.5% |
| id | 119 | 2.4% |
| va | 118 | 2.4% |
| oh | 116 | 2.3% |
| tx | 116 | 2.3% |
| wy | 115 | 2.3% |
| ny | 114 | 2.3% |
| or | 114 | 2.3% |
| Other values (41) | 3781 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1081 | 10.8% |
| A | 1059 | 10.6% |
| M | 918 | 9.2% |
| I | 768 | 7.7% |
| T | 616 | 6.2% |
| D | 576 | 5.8% |
| C | 517 | 5.2% |
| O | 509 | 5.1% |
| W | 477 | 4.8% |
| V | 467 | 4.7% |
| Other values (14) | 3012 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1081 | 10.8% |
| A | 1059 | 10.6% |
| M | 918 | 9.2% |
| I | 768 | 7.7% |
| T | 616 | 6.2% |
| D | 576 | 5.8% |
| C | 517 | 5.2% |
| O | 509 | 5.1% |
| W | 477 | 4.8% |
| V | 467 | 4.7% |
| Other values (14) | 3012 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 1081 | 10.8% |
| A | 1059 | 10.6% |
| M | 918 | 9.2% |
| I | 768 | 7.7% |
| T | 616 | 6.2% |
| D | 576 | 5.8% |
| C | 517 | 5.2% |
| O | 509 | 5.1% |
| W | 477 | 4.8% |
| V | 467 | 4.7% |
| Other values (14) | 3012 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 1081 | 10.8% |
| A | 1059 | 10.6% |
| M | 918 | 9.2% |
| I | 768 | 7.7% |
| T | 616 | 6.2% |
| D | 576 | 5.8% |
| C | 517 | 5.2% |
| O | 509 | 5.1% |
| W | 477 | 4.8% |
| V | 467 | 4.7% |
| Other values (14) | 3012 |
area.code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| area_code_415 | |
|---|---|
| area_code_408 | |
| area_code_510 |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 65000 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | area_code_415 |
|---|---|
| 2nd row | area_code_415 |
| 3rd row | area_code_415 |
| 4th row | area_code_408 |
| 5th row | area_code_415 |
Common Values
| Value | Count | Frequency (%) |
| area_code_415 | 2495 | |
| area_code_408 | 1259 | |
| area_code_510 | 1246 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| area_code_415 | 2495 | |
| area_code_408 | 1259 | |
| area_code_510 | 1246 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10000 | |
| e | 10000 | |
| _ | 10000 | |
| r | 5000 | |
| c | 5000 | |
| o | 5000 | |
| d | 5000 | |
| 4 | 3754 | 5.8% |
| 1 | 3741 | 5.8% |
| 5 | 3741 | 5.8% |
| Other values (2) | 3764 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40000 | |
| Decimal Number | 15000 | 23.1% |
| Connector Punctuation | 10000 | 15.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 10000 | |
| e | 10000 | |
| r | 5000 | |
| c | 5000 | |
| o | 5000 | |
| d | 5000 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 3754 | |
| 1 | 3741 | |
| 5 | 3741 | |
| 0 | 2505 | |
| 8 | 1259 | 8.4% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40000 | |
| Common | 25000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 10000 | |
| e | 10000 | |
| r | 5000 | |
| c | 5000 | |
| o | 5000 | |
| d | 5000 |
Common
| Value | Count | Frequency (%) |
| _ | 10000 | |
| 4 | 3754 | 15.0% |
| 1 | 3741 | 15.0% |
| 5 | 3741 | 15.0% |
| 0 | 2505 | 10.0% |
| 8 | 1259 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 65000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 10000 | |
| e | 10000 | |
| _ | 10000 | |
| r | 5000 | |
| c | 5000 | |
| o | 5000 | |
| d | 5000 | |
| 4 | 3754 | 5.8% |
| 1 | 3741 | 5.8% |
| 5 | 3741 | 5.8% |
| Other values (2) | 3764 | 5.8% |
account.length
Real number (ℝ)
| Distinct | 218 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.2586 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.69456 |
|---|---|
| Coefficient of variation (CV) | 0.39592174 |
| Kurtosis | -0.10162108 |
| Mean | 100.2586 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.10929112 |
| Sum | 501293 |
| Variance | 1575.6581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 65 | 1.3% |
| 87 | 59 | 1.2% |
| 105 | 57 | 1.1% |
| 93 | 57 | 1.1% |
| 112 | 56 | 1.1% |
| 101 | 55 | 1.1% |
| 100 | 55 | 1.1% |
| 86 | 55 | 1.1% |
| 116 | 54 | 1.1% |
| 103 | 54 | 1.1% |
| Other values (208) | 4433 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 2 | < 0.1% |
| 3 | 8 | |
| 4 | 3 | 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 5 | |
| 8 | 2 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 238 | 1 | < 0.1% |
| 233 | 1 | < 0.1% |
| 232 | 2 | |
| 225 | 2 | |
| 224 | 2 | |
| 222 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 3 | |
| 216 | 1 | < 0.1% |
voice.plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3677 | |
| True | 1323 | 26.5% |
voice.messages
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7552 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 3678 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17 |
| 95-th percentile | 37 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 13.546393 |
|---|---|
| Coefficient of variation (CV) | 1.7467497 |
| Kurtosis | 0.19912718 |
| Mean | 7.7552 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3504932 |
| Sum | 38776 |
| Variance | 183.50477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3678 | |
| 31 | 83 | 1.7% |
| 28 | 67 | 1.3% |
| 29 | 67 | 1.3% |
| 33 | 66 | 1.3% |
| 24 | 64 | 1.3% |
| 27 | 64 | 1.3% |
| 30 | 58 | 1.2% |
| 26 | 58 | 1.2% |
| 32 | 57 | 1.1% |
| Other values (38) | 738 | 14.8% |
| Value | Count | Frequency (%) |
| 0 | 3678 | |
| 4 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 4 | 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 11 | 0.2% |
| 13 | 4 | 0.1% |
| 14 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 3 | 0.1% |
| 48 | 5 | 0.1% |
| 47 | 4 | 0.1% |
| 46 | 8 | |
| 45 | 11 | |
| 44 | 9 | |
| 43 | 16 |
intl.plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4527 | |
| True | 473 | 9.5% |
intl.mins
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.26178 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.7613957 |
|---|---|
| Coefficient of variation (CV) | 0.2690952 |
| Kurtosis | 0.65531661 |
| Mean | 10.26178 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.20996629 |
| Sum | 51308.9 |
| Variance | 7.6253063 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.1 | 90 | 1.8% |
| 9.8 | 88 | 1.8% |
| 11.3 | 83 | 1.7% |
| 11.4 | 81 | 1.6% |
| 10.1 | 81 | 1.6% |
| 10.9 | 80 | 1.6% |
| 9.7 | 79 | 1.6% |
| 10.6 | 78 | 1.6% |
| 11 | 78 | 1.6% |
| 10.5 | 78 | 1.6% |
| Other values (160) | 4184 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.4 | 1 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 3 | 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 19.7 | 2 | |
| 19.3 | 1 | |
| 19.2 | 1 | |
| 18.9 | 2 | |
| 18.7 | 1 | |
| 18.5 | 1 | |
| 18.4 | 1 | |
| 18.3 | 1 | |
| 18.2 | 2 |
intl.calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4352 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4567882 |
|---|---|
| Coefficient of variation (CV) | 0.55392951 |
| Kurtosis | 3.2681836 |
| Mean | 4.4352 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3606925 |
| Sum | 22176 |
| Variance | 6.0358081 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 992 | |
| 4 | 953 | |
| 2 | 743 | |
| 5 | 706 | |
| 6 | 495 | |
| 7 | 308 | 6.2% |
| 1 | 265 | 5.3% |
| 8 | 172 | 3.4% |
| 9 | 148 | 3.0% |
| 10 | 76 | 1.5% |
| Other values (11) | 142 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.5% |
| 1 | 265 | 5.3% |
| 2 | 743 | |
| 3 | 992 | |
| 4 | 953 | |
| 5 | 706 | |
| 6 | 495 | |
| 7 | 308 | 6.2% |
| 8 | 172 | 3.4% |
| 9 | 148 | 3.0% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 7 | 0.1% |
| 15 | 9 | 0.2% |
| 14 | 6 | 0.1% |
| 13 | 19 | |
| 12 | 23 | |
| 11 | 45 |
intl.charge
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.771196 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.24 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.74551371 |
|---|---|
| Coefficient of variation (CV) | 0.26902237 |
| Kurtosis | 0.65598855 |
| Mean | 2.771196 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.21028611 |
| Sum | 13855.98 |
| Variance | 0.55579069 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 90 | 1.8% |
| 2.65 | 88 | 1.8% |
| 3.05 | 83 | 1.7% |
| 3.08 | 81 | 1.6% |
| 2.73 | 81 | 1.6% |
| 2.94 | 80 | 1.6% |
| 2.62 | 79 | 1.6% |
| 2.86 | 78 | 1.6% |
| 2.97 | 78 | 1.6% |
| 2.84 | 78 | 1.6% |
| Other values (160) | 4184 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.11 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 3 | 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 2 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | |
| 5.32 | 2 | |
| 5.21 | 1 | |
| 5.18 | 1 | |
| 5.1 | 2 | |
| 5.05 | 1 | |
| 5 | 1 | |
| 4.97 | 1 | |
| 4.94 | 1 | |
| 4.91 | 2 |
day.mins
Real number (ℝ)
| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.2889 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.7 |
| Q1 | 143.7 |
| median | 180.1 |
| Q3 | 216.2 |
| 95-th percentile | 271.105 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 72.5 |
Descriptive statistics
| Standard deviation | 53.894699 |
|---|---|
| Coefficient of variation (CV) | 0.2989352 |
| Kurtosis | -0.021294471 |
| Mean | 180.2889 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | -0.011730827 |
| Sum | 901444.5 |
| Variance | 2904.6386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 189.3 | 10 | 0.2% |
| 154 | 10 | 0.2% |
| 159.5 | 9 | 0.2% |
| 180 | 9 | 0.2% |
| 184.5 | 9 | 0.2% |
| 174.5 | 9 | 0.2% |
| 177.1 | 9 | 0.2% |
| 183.4 | 8 | 0.2% |
| 189.8 | 8 | 0.2% |
| 215.6 | 8 | 0.2% |
| Other values (1951) | 4911 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 6.6 | 1 | |
| 7.2 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 17.6 | 1 | |
| 18.9 | 1 | |
| 19.5 | 1 |
| Value | Count | Frequency (%) |
| 351.5 | 1 | |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 |
day.calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.0294 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.831197 |
|---|---|
| Coefficient of variation (CV) | 0.19825369 |
| Kurtosis | 0.17856779 |
| Mean | 100.0294 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.084890964 |
| Sum | 500147 |
| Variance | 393.27639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 117 | 2.3% |
| 102 | 113 | 2.3% |
| 95 | 108 | 2.2% |
| 94 | 104 | 2.1% |
| 97 | 104 | 2.1% |
| 100 | 102 | 2.0% |
| 110 | 101 | 2.0% |
| 112 | 101 | 2.0% |
| 92 | 100 | 2.0% |
| 108 | 100 | 2.0% |
| Other values (113) | 3950 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 39 | 2 | |
| 40 | 2 | |
| 42 | 2 | |
| 44 | 4 | |
| 45 | 3 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 2 | < 0.1% |
| 158 | 3 | |
| 157 | 2 | < 0.1% |
| 156 | 3 | |
| 152 | 2 | < 0.1% |
| 151 | 7 | |
| 150 | 6 | |
| 149 | 2 | < 0.1% |
day.charge
Real number (ℝ)
| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 7 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.653501 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.59 |
| Q1 | 24.43 |
| median | 30.62 |
| Q3 | 36.75 |
| 95-th percentile | 46.094 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.32 |
Descriptive statistics
| Standard deviation | 9.1663556 |
|---|---|
| Coefficient of variation (CV) | 0.29903128 |
| Kurtosis | -0.022889114 |
| Mean | 30.653501 |
| Median Absolute Deviation (MAD) | 6.17 |
| Skewness | -0.012595268 |
| Sum | 153052.93 |
| Variance | 84.022074 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.18 | 10 | 0.2% |
| 32.18 | 10 | 0.2% |
| 30.11 | 9 | 0.2% |
| 31.37 | 9 | 0.2% |
| 27.12 | 9 | 0.2% |
| 30.6 | 9 | 0.2% |
| 29.67 | 9 | 0.2% |
| 36.65 | 8 | 0.2% |
| 28.66 | 8 | 0.2% |
| 31.45 | 8 | 0.2% |
| Other values (1951) | 4904 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 2.13 | 1 | |
| 2.99 | 1 | |
| 3.21 | 1 | |
| 3.32 | 1 |
| Value | Count | Frequency (%) |
| 59.76 | 1 | |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 |
eve.mins
Real number (ℝ)
| Distinct | 1876 |
|---|---|
| Distinct (%) | 37.7% |
| Missing | 24 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.58033 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.35 |
| Q1 | 166.275 |
| median | 201 |
| Q3 | 234.1 |
| 95-th percentile | 283.425 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 67.825 |
Descriptive statistics
| Standard deviation | 50.554637 |
|---|---|
| Coefficient of variation (CV) | 0.25204185 |
| Kurtosis | 0.051728388 |
| Mean | 200.58033 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | -0.012712675 |
| Sum | 998087.7 |
| Variance | 2555.7713 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 230.9 | 10 | 0.2% |
| 199.7 | 10 | 0.2% |
| 169.9 | 10 | 0.2% |
| 167.6 | 9 | 0.2% |
| 216.5 | 9 | 0.2% |
| 194 | 9 | 0.2% |
| 187 | 9 | 0.2% |
| 161.7 | 9 | 0.2% |
| 223.5 | 9 | 0.2% |
| 187.5 | 9 | 0.2% |
| Other values (1866) | 4883 | |
| (Missing) | 24 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 22.3 | 1 | |
| 31.2 | 1 | |
| 37.8 | 1 | |
| 41.7 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 47.3 | 2 | |
| 48.1 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 1 | |
| 361.8 | 1 | |
| 359.3 | 1 | |
| 354.2 | 1 | |
| 352.1 | 1 | |
| 351.6 | 1 | |
| 350.9 | 1 | |
| 350.5 | 1 | |
| 349.4 | 1 | |
| 348.9 | 1 |
eve.calls
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.191 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.826496 |
|---|---|
| Coefficient of variation (CV) | 0.19788699 |
| Kurtosis | 0.1173634 |
| Mean | 100.191 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.020175203 |
| Sum | 500955 |
| Variance | 393.08994 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 115 | 2.3% |
| 97 | 110 | 2.2% |
| 91 | 110 | 2.2% |
| 94 | 106 | 2.1% |
| 103 | 106 | 2.1% |
| 101 | 104 | 2.1% |
| 96 | 100 | 2.0% |
| 104 | 100 | 2.0% |
| 102 | 99 | 2.0% |
| 98 | 99 | 2.0% |
| Other values (116) | 3951 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 4 | |
| 153 | 1 | < 0.1% |
eve.charge
Real number (ℝ)
| Distinct | 1659 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.054322 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.0695 |
| Q1 | 14.14 |
| median | 17.09 |
| Q3 | 19.9 |
| 95-th percentile | 24.112 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.76 |
Descriptive statistics
| Standard deviation | 4.2968433 |
|---|---|
| Coefficient of variation (CV) | 0.2519504 |
| Kurtosis | 0.051288785 |
| Mean | 17.054322 |
| Median Absolute Deviation (MAD) | 2.89 |
| Skewness | -0.010990328 |
| Sum | 85271.61 |
| Variance | 18.462862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.9 | 15 | 0.3% |
| 14.25 | 15 | 0.3% |
| 16.12 | 14 | 0.3% |
| 18.79 | 13 | 0.3% |
| 16.97 | 13 | 0.3% |
| 18.96 | 13 | 0.3% |
| 19.41 | 12 | 0.2% |
| 17.09 | 11 | 0.2% |
| 16.8 | 11 | 0.2% |
| 18.62 | 11 | 0.2% |
| Other values (1649) | 4872 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.9 | 1 | |
| 2.65 | 1 | |
| 3.21 | 1 | |
| 3.54 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.02 | 2 | |
| 4.09 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 1 | |
| 30.75 | 1 | |
| 30.54 | 1 | |
| 30.11 | 1 | |
| 29.93 | 1 | |
| 29.89 | 1 | |
| 29.83 | 1 | |
| 29.79 | 1 | |
| 29.7 | 1 | |
| 29.66 | 1 |
night.mins
Real number (ℝ)
| Distinct | 1853 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.39162 |
| Minimum | 0 |
|---|---|
| Maximum | 395 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 117.395 |
| Q1 | 166.9 |
| median | 200.4 |
| Q3 | 234.7 |
| 95-th percentile | 283.405 |
| Maximum | 395 |
| Range | 395 |
| Interquartile range (IQR) | 67.8 |
Descriptive statistics
| Standard deviation | 50.527789 |
|---|---|
| Coefficient of variation (CV) | 0.25214522 |
| Kurtosis | 0.082359197 |
| Mean | 200.39162 |
| Median Absolute Deviation (MAD) | 33.8 |
| Skewness | 0.019324917 |
| Sum | 1001958.1 |
| Variance | 2553.0575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 188.2 | 11 | 0.2% |
| 194.3 | 11 | 0.2% |
| 186.2 | 11 | 0.2% |
| 214.6 | 10 | 0.2% |
| 208.9 | 10 | 0.2% |
| 228.1 | 10 | 0.2% |
| 210 | 9 | 0.2% |
| 192.7 | 9 | 0.2% |
| 193.6 | 9 | 0.2% |
| 214.7 | 9 | 0.2% |
| Other values (1843) | 4901 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 46.7 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 50.9 | 1 | |
| 53.3 | 1 | |
| 54 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 381.6 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 359.9 | 1 | |
| 355.1 | 1 | |
| 354.9 | 1 |
night.calls
Real number (ℝ)
| Distinct | 131 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.9192 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.958686 |
|---|---|
| Coefficient of variation (CV) | 0.19974826 |
| Kurtosis | 0.14443808 |
| Mean | 99.9192 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.0021328427 |
| Sum | 499596 |
| Variance | 398.34914 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 121 | 2.4% |
| 102 | 109 | 2.2% |
| 100 | 108 | 2.2% |
| 104 | 106 | 2.1% |
| 99 | 105 | 2.1% |
| 103 | 104 | 2.1% |
| 91 | 103 | 2.1% |
| 94 | 103 | 2.1% |
| 95 | 102 | 2.0% |
| 98 | 102 | 2.0% |
| Other values (121) | 3937 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 2 | |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 4 | |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 175 | 1 | |
| 170 | 1 | |
| 168 | 1 | |
| 166 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 159 | 2 | |
| 158 | 2 |
night.charge
Real number (ℝ)
| Distinct | 1028 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.017732 |
| Minimum | 0 |
|---|---|
| Maximum | 17.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.28 |
| Q1 | 7.51 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.7505 |
| Maximum | 17.77 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.05 |
Descriptive statistics
| Standard deviation | 2.2737627 |
|---|---|
| Coefficient of variation (CV) | 0.25214352 |
| Kurtosis | 0.082377615 |
| Mean | 9.017732 |
| Median Absolute Deviation (MAD) | 1.52 |
| Skewness | 0.019286744 |
| Sum | 45088.66 |
| Variance | 5.1699966 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.66 | 19 | 0.4% |
| 8.47 | 19 | 0.4% |
| 10.8 | 18 | 0.4% |
| 9.63 | 18 | 0.4% |
| 8.15 | 18 | 0.4% |
| 9.4 | 18 | 0.4% |
| 10.26 | 18 | 0.4% |
| 9.45 | 17 | 0.3% |
| 10.49 | 17 | 0.3% |
| 10.35 | 16 | 0.3% |
| Other values (1018) | 4822 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.1 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.29 | 1 | |
| 2.4 | 1 | |
| 2.43 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 17.17 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 16.2 | 1 | |
| 15.98 | 1 | |
| 15.97 | 1 |
customer.calls
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5704 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1023 |
| Zeros (%) | 20.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3063633 |
|---|---|
| Coefficient of variation (CV) | 0.83186662 |
| Kurtosis | 1.4810955 |
| Mean | 1.5704 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0424623 |
| Sum | 7852 |
| Variance | 1.7065852 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1786 | |
| 2 | 1127 | |
| 0 | 1023 | |
| 3 | 665 | 13.3% |
| 4 | 252 | 5.0% |
| 5 | 96 | 1.9% |
| 6 | 34 | 0.7% |
| 7 | 13 | 0.3% |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1023 | |
| 1 | 1786 | |
| 2 | 1127 | |
| 3 | 665 | 13.3% |
| 4 | 252 | 5.0% |
| 5 | 96 | 1.9% |
| 6 | 34 | 0.7% |
| 7 | 13 | 0.3% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 13 | 0.3% |
| 6 | 34 | 0.7% |
| 5 | 96 | 1.9% |
| 4 | 252 | 5.0% |
| 3 | 665 | 13.3% |
| 2 | 1127 | |
| 1 | 1786 | |
| 0 | 1023 |
churn
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4293 | |
| True | 707 | 14.1% |
| Unnamed: 0 | account.length | voice.messages | intl.mins | intl.calls | intl.charge | day.mins | day.calls | day.charge | eve.mins | eve.calls | eve.charge | night.mins | night.calls | night.charge | customer.calls | state | area.code | voice.plan | intl.plan | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | -0.011 | -0.042 | 0.008 | -0.025 | 0.008 | -0.002 | -0.025 | -0.004 | -0.019 | 0.002 | -0.002 | -0.013 | -0.013 | -0.013 | 0.016 | 0.014 | 0.000 | 0.051 | 0.000 | 0.033 |
| account.length | -0.011 | 1.000 | -0.010 | 0.006 | 0.018 | 0.006 | 0.005 | 0.025 | 0.006 | -0.002 | 0.008 | -0.012 | 0.000 | -0.006 | 0.000 | -0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| voice.messages | -0.042 | -0.010 | 1.000 | 0.002 | -0.010 | 0.002 | 0.009 | -0.004 | -0.001 | 0.015 | -0.002 | 0.024 | 0.000 | 0.007 | 0.000 | -0.012 | 0.025 | 0.000 | 0.998 | 0.000 | 0.109 |
| intl.mins | 0.008 | 0.006 | 0.002 | 1.000 | 0.006 | 1.000 | -0.023 | 0.007 | -0.016 | 0.015 | -0.011 | 0.009 | -0.007 | 0.005 | -0.007 | -0.016 | 0.010 | 0.000 | 0.000 | 0.000 | 0.058 |
| intl.calls | -0.025 | 0.018 | -0.010 | 0.006 | 1.000 | 0.006 | -0.006 | 0.009 | -0.005 | 0.021 | 0.006 | 0.011 | -0.013 | -0.000 | -0.013 | -0.011 | 0.000 | 0.012 | 0.000 | 0.000 | 0.079 |
| intl.charge | 0.008 | 0.006 | 0.002 | 1.000 | 0.006 | 1.000 | -0.023 | 0.007 | -0.016 | 0.015 | -0.011 | 0.009 | -0.007 | 0.005 | -0.007 | -0.016 | 0.010 | 0.000 | 0.000 | 0.000 | 0.058 |
| day.mins | -0.002 | 0.005 | 0.009 | -0.023 | -0.006 | -0.023 | 1.000 | 0.006 | 0.933 | -0.010 | 0.008 | -0.011 | 0.003 | 0.003 | 0.003 | -0.001 | 0.000 | 0.035 | 0.031 | 0.038 | 0.362 |
| day.calls | -0.025 | 0.025 | -0.004 | 0.007 | 0.009 | 0.007 | 0.006 | 1.000 | 0.011 | 0.008 | 0.011 | 0.002 | 0.003 | -0.004 | 0.002 | -0.014 | 0.005 | 0.023 | 0.000 | 0.000 | 0.027 |
| day.charge | -0.004 | 0.006 | -0.001 | -0.016 | -0.005 | -0.016 | 0.933 | 0.011 | 1.000 | -0.020 | 0.004 | -0.020 | -0.006 | 0.003 | -0.006 | -0.008 | 0.000 | 0.079 | 0.049 | 0.102 | 0.354 |
| eve.mins | -0.019 | -0.002 | 0.015 | 0.015 | 0.021 | 0.015 | -0.010 | 0.008 | -0.020 | 1.000 | 0.000 | 0.863 | -0.021 | 0.015 | -0.021 | -0.023 | 0.000 | 0.000 | 0.130 | 0.000 | 0.138 |
| eve.calls | 0.002 | 0.008 | -0.002 | -0.011 | 0.006 | -0.011 | 0.008 | 0.011 | 0.004 | 0.000 | 1.000 | 0.002 | 0.008 | -0.016 | 0.008 | 0.012 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 |
| eve.charge | -0.002 | -0.012 | 0.024 | 0.009 | 0.011 | 0.009 | -0.011 | 0.002 | -0.020 | 0.863 | 0.002 | 1.000 | -0.016 | 0.014 | -0.016 | -0.018 | 0.000 | 0.000 | 0.038 | 0.000 | 0.083 |
| night.mins | -0.013 | 0.000 | 0.000 | -0.007 | -0.013 | -0.007 | 0.003 | 0.003 | -0.006 | -0.021 | 0.008 | -0.016 | 1.000 | 0.017 | 1.000 | -0.015 | 0.022 | 0.000 | 0.010 | 0.046 | 0.037 |
| night.calls | -0.013 | -0.006 | 0.007 | 0.005 | -0.000 | 0.005 | 0.003 | -0.004 | 0.003 | 0.015 | -0.016 | 0.014 | 0.017 | 1.000 | 0.017 | -0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| night.charge | -0.013 | 0.000 | 0.000 | -0.007 | -0.013 | -0.007 | 0.003 | 0.002 | -0.006 | -0.021 | 0.008 | -0.016 | 1.000 | 0.017 | 1.000 | -0.015 | 0.020 | 0.000 | 0.010 | 0.045 | 0.037 |
| customer.calls | 0.016 | -0.008 | -0.012 | -0.016 | -0.011 | -0.016 | -0.001 | -0.014 | -0.008 | -0.023 | 0.012 | -0.018 | -0.015 | -0.001 | -0.015 | 1.000 | 0.009 | 0.008 | 0.018 | 0.022 | 0.312 |
| state | 0.014 | 0.000 | 0.025 | 0.010 | 0.000 | 0.010 | 0.000 | 0.005 | 0.000 | 0.000 | 0.023 | 0.000 | 0.022 | 0.000 | 0.020 | 0.009 | 1.000 | 0.020 | 0.000 | 0.034 | 0.097 |
| area.code | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.035 | 0.023 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.020 | 1.000 | 0.000 | 0.025 | 0.000 |
| voice.plan | 0.051 | 0.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.049 | 0.130 | 0.000 | 0.038 | 0.010 | 0.000 | 0.010 | 0.018 | 0.000 | 0.000 | 1.000 | 0.000 | 0.109 |
| intl.plan | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.045 | 0.022 | 0.034 | 0.025 | 0.000 | 1.000 | 0.258 |
| churn | 0.033 | 0.000 | 0.109 | 0.058 | 0.079 | 0.058 | 0.362 | 0.027 | 0.354 | 0.138 | 0.000 | 0.083 | 0.037 | 0.000 | 0.037 | 0.312 | 0.097 | 0.000 | 0.109 | 0.258 | 1.000 |
| Unnamed: 0 | state | area.code | account.length | voice.plan | voice.messages | intl.plan | intl.mins | intl.calls | intl.charge | day.mins | day.calls | day.charge | eve.mins | eve.calls | eve.charge | night.mins | night.calls | night.charge | customer.calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | KS | area_code_415 | 128 | yes | 25 | no | 10.0 | 3 | 2.70 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 1 | no |
| 1 | 2 | OH | area_code_415 | 107 | yes | 26 | no | 13.7 | 3 | 3.70 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 1 | no |
| 2 | 3 | NJ | area_code_415 | 137 | no | 0 | no | 12.2 | 5 | 3.29 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 0 | no |
| 3 | 4 | OH | area_code_408 | 84 | no | 0 | yes | 6.6 | 7 | 1.78 | 299.4 | 71 | 50.9 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 2 | no |
| 4 | 5 | OK | area_code_415 | 75 | no | 0 | yes | 10.1 | 3 | 2.73 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 3 | no |
| 5 | 6 | AL | area_code_510 | 118 | no | 0 | yes | 6.3 | 6 | 1.70 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 0 | no |
| 6 | 7 | MA | area_code_510 | 121 | yes | 24 | no | 7.5 | 7 | 2.03 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 3 | no |
| 7 | 8 | MO | area_code_415 | 147 | no | 0 | yes | 7.1 | 6 | 1.92 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 0 | no |
| 8 | 9 | LA | area_code_408 | 117 | no | 0 | no | 8.7 | 4 | 2.35 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 1 | no |
| 9 | 10 | WV | area_code_415 | 141 | yes | 37 | yes | 11.2 | 5 | 3.02 | 258.6 | 84 | 43.96 | 222 | 111 | 18.87 | 326.4 | 97 | 14.69 | 0 | no |
| Unnamed: 0 | state | area.code | account.length | voice.plan | voice.messages | intl.plan | intl.mins | intl.calls | intl.charge | day.mins | day.calls | day.charge | eve.mins | eve.calls | eve.charge | night.mins | night.calls | night.charge | customer.calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 4991 | ND | area_code_510 | 140 | no | 0 | no | 7.5 | 6 | 2.03 | 244.7 | 115 | 41.6 | 258.6 | 101 | 21.98 | 231.3 | 112 | 10.41 | 1 | yes |
| 4991 | 4992 | AZ | area_code_510 | 97 | no | 0 | no | 8.8 | 5 | 2.38 | 252.6 | 89 | 42.94 | 340.3 | 91 | 28.93 | 256.5 | 67 | 11.54 | 1 | yes |
| 4992 | 4993 | MT | area_code_415 | 83 | no | 0 | no | 10.3 | 6 | 2.78 | 188.3 | 70 | Nan | 243.8 | 88 | 20.72 | 213.7 | 79 | 9.62 | 0 | no |
| 4993 | 4994 | WV | area_code_408 | 73 | no | 0 | no | 11.5 | 6 | 3.11 | 177.9 | 89 | 30.24 | 131.2 | 82 | 11.15 | 186.2 | 89 | 8.38 | 3 | no |
| 4994 | 4995 | NC | area_code_408 | 75 | no | 0 | no | 6.9 | 7 | 1.86 | 170.7 | 101 | 29.02 | 193.1 | 126 | 16.41 | 129.1 | 104 | 5.81 | 1 | no |
| 4995 | 4996 | HI | area_code_408 | 50 | yes | 40 | no | 9.9 | 5 | 2.67 | 235.7 | 127 | 40.07 | 223 | 126 | 18.96 | 297.5 | 116 | 13.39 | 2 | no |
| 4996 | 4997 | WV | area_code_415 | 152 | no | 0 | no | 14.7 | 2 | 3.97 | 184.2 | 90 | 31.31 | 256.8 | 73 | 21.83 | 213.6 | 113 | 9.61 | 3 | yes |
| 4997 | 4998 | DC | area_code_415 | 61 | no | 0 | no | 13.6 | 4 | 3.67 | 140.6 | 89 | 23.9 | 172.8 | 128 | 14.69 | 212.4 | 97 | 9.56 | 1 | no |
| 4998 | 4999 | DC | area_code_510 | 109 | no | 0 | no | 8.5 | 6 | 2.30 | 188.8 | 67 | 32.1 | 171.7 | 92 | 14.59 | 224.4 | 89 | 10.10 | 0 | no |
| 4999 | 5000 | VT | area_code_415 | 86 | yes | 34 | no | 9.3 | 16 | 2.51 | 129.4 | 102 | 22 | 267.1 | 104 | 22.70 | 154.8 | 100 | 6.97 | 0 | no |